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September 13, 2019 16:30
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Dockerfile for tensorflow_serving devel image on arm64 CPU. Build run image from this one.
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# Copyright 2018 Google LLC | |
# | |
# Licensed under the Apache License, Version 2.0 (the "License"); | |
# you may not use this file except in compliance with the License. | |
# You may obtain a copy of the License at | |
# | |
# https://www.apache.org/licenses/LICENSE-2.0 | |
# | |
# Unless required by applicable law or agreed to in writing, software | |
# distributed under the License is distributed on an "AS IS" BASIS, | |
# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. | |
# See the License for the specific language governing permissions and | |
# limitations under the License. | |
FROM ubuntu:18.04 as base_build | |
ARG TF_SERVING_VERSION_GIT_BRANCH=master | |
ARG TF_SERVING_VERSION_GIT_COMMIT=head | |
LABEL [email protected] | |
LABEL tensorflow_serving_github_branchtag=${TF_SERVING_VERSION_GIT_BRANCH} | |
LABEL tensorflow_serving_github_commit=${TF_SERVING_VERSION_GIT_COMMIT} | |
RUN apt-get update && apt-get install -y --no-install-recommends \ | |
automake \ | |
build-essential \ | |
ca-certificates \ | |
curl \ | |
git \ | |
libcurl3-dev \ | |
libfreetype6-dev \ | |
libpng-dev \ | |
libtool \ | |
libzmq3-dev \ | |
mlocate \ | |
openjdk-8-jdk\ | |
openjdk-8-jre-headless \ | |
pkg-config \ | |
python-dev \ | |
python-numpy \ | |
python-h5py \ | |
software-properties-common \ | |
swig \ | |
unzip \ | |
wget \ | |
zip \ | |
zlib1g-dev \ | |
&& \ | |
apt-get clean && \ | |
rm -rf /var/lib/apt/lists/* | |
RUN curl -fSsL -O https://bootstrap.pypa.io/get-pip.py && \ | |
python get-pip.py && \ | |
rm get-pip.py | |
# RUN pip --no-cache-dir install \ | |
# future>=0.17.1 \ | |
# grpcio \ | |
# h5py \ | |
# keras_applications \ | |
# keras_preprocessing \ | |
# mock \ | |
# requests | |
# # numpy \ | |
RUN pip --no-cache-dir install future>=0.17.1 | |
RUN pip --no-cache-dir install grpcio | |
RUN pip --no-cache-dir install h5py | |
RUN pip --no-cache-dir install keras_applications | |
RUN pip --no-cache-dir install keras_preprocessing | |
RUN pip --no-cache-dir install mock | |
RUN pip --no-cache-dir install requests | |
# RUN pip --no-cache-dir install numpy | |
# RUN pip --no-cache-dir install h5py | |
# Set up Bazel | |
ENV BAZEL_VERSION 0.24.1 | |
WORKDIR / | |
# RUN mkdir /bazel && \ | |
# cd /bazel && \ | |
# curl -H "User-Agent: Mozilla/5.0 (X11; Linux x86_64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/57.0.2987.133 Safari/537.36" -fSsL -O https://github.com/bazelbuild/bazel/releases/download/$BAZEL_VERSION/bazel-$BAZEL_VERSION-installer-linux-x86_64.sh && \ | |
# curl -H "User-Agent: Mozilla/5.0 (X11; Linux x86_64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/57.0.2987.133 Safari/537.36" -fSsL -o /bazel/LICENSE.txt https://raw.githubusercontent.com/bazelbuild/bazel/master/LICENSE && \ | |
# chmod +x bazel-*.sh && \ | |
# ./bazel-$BAZEL_VERSION-installer-linux-x86_64.sh && \ | |
# cd / && \ | |
# rm -f /bazel/bazel-$BAZEL_VERSION-installer-linux-x86_64.sh | |
# Build bazel for aarch64. | |
RUN wget --quiet https://github.com/bazelbuild/bazel/releases/download/$BAZEL_VERSION/bazel-$BAZEL_VERSION-dist.zip && \ | |
mkdir bazel-$BAZEL_VERSION && \ | |
unzip -q bazel-$BAZEL_VERSION-dist.zip -d bazel-$BAZEL_VERSION && \ | |
cd bazel-$BAZEL_VERSION && \ | |
./compile.sh && \ | |
cp -f output/bazel /usr/local/bin && \ | |
cd .. && \ | |
rm -rf bazel* | |
# Download TF Serving sources (optionally at specific commit). | |
WORKDIR /tensorflow-serving | |
RUN git clone --branch=${TF_SERVING_VERSION_GIT_BRANCH} https://github.com/tensorflow/serving . && \ | |
git remote add upstream https://github.com/tensorflow/serving.git && \ | |
if [ "${TF_SERVING_VERSION_GIT_COMMIT}" != "head" ]; then git checkout ${TF_SERVING_VERSION_GIT_COMMIT} ; fi | |
FROM base_build as binary_build | |
# Build, and install TensorFlow Serving | |
ARG TF_SERVING_BUILD_OPTIONS="--config=nativeopt" | |
RUN echo "Building with build options: ${TF_SERVING_BUILD_OPTIONS}" | |
ARG TF_SERVING_BAZEL_OPTIONS="" | |
RUN echo "Building with Bazel options: ${TF_SERVING_BAZEL_OPTIONS}" | |
RUN bazel build --color=yes --curses=yes \ | |
${TF_SERVING_BAZEL_OPTIONS} \ | |
--verbose_failures \ | |
--output_filter=DONT_MATCH_ANYTHING \ | |
${TF_SERVING_BUILD_OPTIONS} \ | |
tensorflow_serving/model_servers:tensorflow_model_server && \ | |
cp bazel-bin/tensorflow_serving/model_servers/tensorflow_model_server \ | |
/usr/local/bin/ | |
# # Build and install TensorFlow Serving API | |
# RUN bazel build --color=yes --curses=yes \ | |
# ${TF_SERVING_BAZEL_OPTIONS} \ | |
# --verbose_failures \ | |
# --output_filter=DONT_MATCH_ANYTHING \ | |
# ${TF_SERVING_BUILD_OPTIONS} \ | |
# tensorflow_serving/tools/pip_package:build_pip_package && \ | |
# bazel-bin/tensorflow_serving/tools/pip_package/build_pip_package \ | |
# /tmp/pip && \ | |
# pip --no-cache-dir install --upgrade \ | |
# /tmp/pip/tensorflow_serving_api-*.whl && \ | |
# rm -rf /tmp/pip | |
FROM binary_build as clean_build | |
# Clean up Bazel cache when done. | |
RUN bazel clean --expunge --color=yes && \ | |
rm -rf /root/.cache | |
CMD ["/bin/bash"] |
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